{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Practical Statistics for Data Scientists (Python)\n",
    "# Chapter 6. Statistical Machine Learning\n",
    "> (c) 2019 Peter C. Bruce, Andrew Bruce, Peter Gedeck"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import required Python packages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:28.738654Z",
     "iopub.status.busy": "2022-04-26T19:56:28.738354Z",
     "iopub.status.idle": "2022-04-26T19:56:30.002906Z",
     "shell.execute_reply": "2022-04-26T19:56:30.001741Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no display found. Using non-interactive Agg backend\n"
     ]
    }
   ],
   "source": [
    "import math\n",
    "import os\n",
    "import random\n",
    "from pathlib import Path\n",
    "from collections import defaultdict\n",
    "from itertools import product\n",
    "\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from sklearn import preprocessing\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn import metrics\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "from xgboost import XGBClassifier\n",
    "\n",
    "from dmba import plotDecisionTree, textDecisionTree\n",
    "\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Ellipse\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:30.006079Z",
     "iopub.status.busy": "2022-04-26T19:56:30.005877Z",
     "iopub.status.idle": "2022-04-26T19:56:30.326470Z",
     "shell.execute_reply": "2022-04-26T19:56:30.325538Z"
    }
   },
   "outputs": [],
   "source": [
    "try:\n",
    "    import common\n",
    "    DATA = common.dataDirectory()\n",
    "except ImportError:\n",
    "    DATA = Path().resolve() / 'data'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define paths to data sets. If you don't keep your data in the same directory as the code, adapt the path names."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:30.329679Z",
     "iopub.status.busy": "2022-04-26T19:56:30.329427Z",
     "iopub.status.idle": "2022-04-26T19:56:30.333029Z",
     "shell.execute_reply": "2022-04-26T19:56:30.332492Z"
    }
   },
   "outputs": [],
   "source": [
    "LOAN200_CSV = DATA / 'loan200.csv'\n",
    "LOAN3000_CSV = DATA / 'loan3000.csv'\n",
    "LOAN_DATA_CSV = DATA / 'loan_data.csv.gz'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set this if the notebook crashes in the XGBoost part."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:30.335648Z",
     "iopub.status.busy": "2022-04-26T19:56:30.335271Z",
     "iopub.status.idle": "2022-04-26T19:56:30.338689Z",
     "shell.execute_reply": "2022-04-26T19:56:30.338084Z"
    }
   },
   "outputs": [],
   "source": [
    "os.environ['KMP_DUPLICATE_LIB_OK'] = 'TRUE'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# K-Nearest Neighbors\n",
    "## A Small Example: Predicting Loan Default"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:30.341236Z",
     "iopub.status.busy": "2022-04-26T19:56:30.341082Z",
     "iopub.status.idle": "2022-04-26T19:56:30.357029Z",
     "shell.execute_reply": "2022-04-26T19:56:30.356089Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.45 0.55]]\n"
     ]
    }
   ],
   "source": [
    "loan200 = pd.read_csv(LOAN200_CSV)\n",
    " \n",
    "predictors = ['payment_inc_ratio', 'dti']\n",
    "outcome = 'outcome'\n",
    "\n",
    "\n",
    "newloan = loan200.loc[0:0, predictors]\n",
    "X = loan200.loc[1:, predictors]\n",
    "y = loan200.loc[1:, outcome]\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=20)\n",
    "knn.fit(X, y)\n",
    "knn.predict(newloan)\n",
    "print(knn.predict_proba(newloan))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:30.359564Z",
     "iopub.status.busy": "2022-04-26T19:56:30.359363Z",
     "iopub.status.idle": "2022-04-26T19:56:30.561052Z",
     "shell.execute_reply": "2022-04-26T19:56:30.560630Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nbrs = knn.kneighbors(newloan)\n",
    "maxDistance = np.max(nbrs[0][0])\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(4, 4))\n",
    "sns.scatterplot(x='payment_inc_ratio', y='dti', style='outcome', \n",
    "                hue='outcome', data=loan200, alpha=0.3, ax=ax)\n",
    "sns.scatterplot(x='payment_inc_ratio', y='dti', style='outcome', \n",
    "                hue='outcome', \n",
    "                data=pd.concat([loan200.loc[0:0, :], loan200.loc[nbrs[1][0] + 1,:]]), \n",
    "                ax=ax, legend=False)\n",
    "ellipse = Ellipse(xy=newloan.values[0], \n",
    "                  width=2 * maxDistance, height=2 * maxDistance,\n",
    "                  edgecolor='black', fc='None', lw=1)\n",
    "ax.add_patch(ellipse)\n",
    "ax.set_xlim(3, 16)\n",
    "ax.set_ylim(15, 30)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Standardization (Normalization, Z-Scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:30.564097Z",
     "iopub.status.busy": "2022-04-26T19:56:30.563704Z",
     "iopub.status.idle": "2022-04-26T19:56:30.748738Z",
     "shell.execute_reply": "2022-04-26T19:56:30.748191Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   payment_inc_ratio  dti  revol_bal  revol_util\n",
      "0             2.3932  1.0       1687         9.4\n",
      "       payment_inc_ratio   dti  revol_bal  revol_util\n",
      "35536            1.47212  1.46       1686        10.0\n",
      "33651            3.38178  6.37       1688         8.4\n",
      "25863            2.36303  1.39       1691         3.5\n",
      "42953            1.28160  7.14       1684         3.9\n",
      "43599            4.12244  8.98       1684         7.2\n"
     ]
    }
   ],
   "source": [
    "loan_data = pd.read_csv(LOAN_DATA_CSV)\n",
    "loan_data = loan_data.drop(columns=['Unnamed: 0', 'status'])\n",
    "loan_data['outcome'] = pd.Categorical(loan_data['outcome'], \n",
    "                                      categories=['paid off', 'default'], \n",
    "                                      ordered=True)\n",
    "\n",
    "\n",
    "predictors = ['payment_inc_ratio', 'dti', 'revol_bal', 'revol_util']\n",
    "outcome = 'outcome'\n",
    "\n",
    "newloan = loan_data.loc[0:0, predictors]\n",
    "print(newloan)\n",
    "X = loan_data.loc[1:, predictors]\n",
    "y = loan_data.loc[1:, outcome]\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=5)\n",
    "knn.fit(X, y)\n",
    "\n",
    "nbrs = knn.kneighbors(newloan)\n",
    "print(X.iloc[nbrs[1][0], :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:30.751584Z",
     "iopub.status.busy": "2022-04-26T19:56:30.750923Z",
     "iopub.status.idle": "2022-04-26T19:56:30.817686Z",
     "shell.execute_reply": "2022-04-26T19:56:30.817058Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       payment_inc_ratio   dti  revol_bal  revol_util\n",
      "2080             2.61091  1.03       1218         9.7\n",
      "1438             2.34343  0.51        278         9.9\n",
      "30215            2.71200  1.34       1075         8.5\n",
      "28542            2.39760  0.74       2917         7.4\n",
      "44737            2.34309  1.37        488         7.2\n"
     ]
    }
   ],
   "source": [
    "newloan = loan_data.loc[0:0, predictors]\n",
    "X = loan_data.loc[1:, predictors]\n",
    "y = loan_data.loc[1:, outcome]\n",
    "\n",
    "scaler = preprocessing.StandardScaler()\n",
    "scaler.fit(X * 1.0)\n",
    "\n",
    "X_std = scaler.transform(X * 1.0)\n",
    "newloan_std = scaler.transform(newloan * 1.0)\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=5)\n",
    "knn.fit(X_std, y)\n",
    "\n",
    "nbrs = knn.kneighbors(newloan_std)\n",
    "print(X.iloc[nbrs[1][0], :])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## KNN as a Feature Engine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:30.820585Z",
     "iopub.status.busy": "2022-04-26T19:56:30.820143Z",
     "iopub.status.idle": "2022-04-26T19:56:32.047325Z",
     "shell.execute_reply": "2022-04-26T19:56:32.045983Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    45342.000000\n",
      "mean         0.501098\n",
      "std          0.128736\n",
      "min          0.000000\n",
      "25%          0.400000\n",
      "50%          0.500000\n",
      "75%          0.600000\n",
      "max          0.950000\n",
      "Name: borrower_score, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loan_data = pd.read_csv(LOAN_DATA_CSV)\n",
    "loan_data = loan_data.drop(columns=['Unnamed: 0', 'status'])\n",
    "loan_data['outcome'] = pd.Categorical(loan_data['outcome'], \n",
    "                                      categories=['paid off', 'default'], \n",
    "                                      ordered=True)\n",
    "\n",
    "predictors = ['dti', 'revol_bal', 'revol_util', 'open_acc', \n",
    "              'delinq_2yrs_zero', 'pub_rec_zero']\n",
    "outcome = 'outcome'\n",
    "\n",
    "X = loan_data[predictors]\n",
    "y = loan_data[outcome]\n",
    "\n",
    "knn = KNeighborsClassifier(n_neighbors=20)\n",
    "knn.fit(X, y)\n",
    "plt.scatter(range(len(X)), [bs + random.gauss(0, 0.015) for bs in knn.predict_proba(X)[:,0]], \n",
    "            alpha=0.1, marker='.')\n",
    "knn.predict_proba(X)[:, 0]\n",
    "\n",
    "loan_data['borrower_score'] = knn.predict_proba(X)[:, 0]\n",
    "print(loan_data['borrower_score'].describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tree Models\n",
    "## A Simple Example\n",
    "The package _scikit-learn_ has the class `DecisionTreeClassifier` to build a decision tree model. The function `plotDecisionTree` from the _dmba_ package can be used to visualize the tree. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:32.051891Z",
     "iopub.status.busy": "2022-04-26T19:56:32.051678Z",
     "iopub.status.idle": "2022-04-26T19:56:32.252080Z",
     "shell.execute_reply": "2022-04-26T19:56:32.251267Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loan3000 = pd.read_csv(LOAN3000_CSV)\n",
    "\n",
    "predictors = ['borrower_score', 'payment_inc_ratio']\n",
    "outcome = 'outcome'\n",
    "\n",
    "X = loan3000[predictors]\n",
    "y = loan3000[outcome]\n",
    "\n",
    "loan_tree = DecisionTreeClassifier(random_state=1, criterion='entropy',\n",
    "                                   min_impurity_decrease=0.003)\n",
    "loan_tree.fit(X, y)\n",
    "plotDecisionTree(loan_tree, feature_names=predictors, class_names=loan_tree.classes_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:32.256019Z",
     "iopub.status.busy": "2022-04-26T19:56:32.255145Z",
     "iopub.status.idle": "2022-04-26T19:56:32.260544Z",
     "shell.execute_reply": "2022-04-26T19:56:32.259603Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "node=0 test node: go to node 1 if 0 <= 0.5750000178813934 else to node 6\n",
      "  node=1 test node: go to node 2 if 0 <= 0.32500000298023224 else to node 3\n",
      "    node=2 leaf node: [[0.785, 0.215]]\n",
      "    node=3 test node: go to node 4 if 1 <= 10.42264986038208 else to node 5\n",
      "      node=4 leaf node: [[0.488, 0.512]]\n",
      "      node=5 leaf node: [[0.613, 0.387]]\n",
      "  node=6 test node: go to node 7 if 1 <= 9.19082498550415 else to node 10\n",
      "    node=7 test node: go to node 8 if 0 <= 0.7249999940395355 else to node 9\n",
      "      node=8 leaf node: [[0.247, 0.753]]\n",
      "      node=9 leaf node: [[0.073, 0.927]]\n",
      "    node=10 leaf node: [[0.457, 0.543]]\n"
     ]
    }
   ],
   "source": [
    "print(textDecisionTree(loan_tree))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Recursive Partitioning Algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:32.263983Z",
     "iopub.status.busy": "2022-04-26T19:56:32.263308Z",
     "iopub.status.idle": "2022-04-26T19:56:32.443755Z",
     "shell.execute_reply": "2022-04-26T19:56:32.442638Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "\n",
    "loan3000.loc[loan3000.outcome=='paid off'].plot(\n",
    "    x='borrower_score', y='payment_inc_ratio', style='.', \n",
    "    markerfacecolor='none', markeredgecolor='C1', ax=ax)\n",
    "loan3000.loc[loan3000.outcome=='default'].plot(\n",
    "    x='borrower_score', y='payment_inc_ratio', style='o', \n",
    "    markerfacecolor='none', markeredgecolor='C0', ax=ax)\n",
    "ax.legend(['paid off', 'default']);\n",
    "ax.set_xlim(0, 1)\n",
    "ax.set_ylim(0, 25)\n",
    "ax.set_xlabel('borrower_score')\n",
    "ax.set_ylabel('payment_inc_ratio')\n",
    "\n",
    "x0 = 0.575\n",
    "x1a = 0.325; y1b = 9.191\n",
    "y2a = 10.423; x2b = 0.725\n",
    "ax.plot((x0, x0), (0, 25), color='grey')\n",
    "ax.plot((x1a, x1a), (0, 25), color='grey')\n",
    "ax.plot((x0, 1), (y1b, y1b), color='grey')\n",
    "ax.plot((x1a, x0), (y2a, y2a), color='grey')\n",
    "ax.plot((x2b, x2b), (0, y1b), color='grey')\n",
    "\n",
    "labels = [('default', (x1a / 2, 25 / 2)),\n",
    "          ('default', ((x0 + x1a) / 2, (25 + y2a) / 2)),\n",
    "          ('paid off', ((x0 + x1a) / 2, y2a / 2)),\n",
    "          ('paid off', ((1 + x0) / 2, (y1b + 25) / 2)),\n",
    "          ('paid off', ((1 + x2b) / 2, (y1b + 0) / 2)),\n",
    "          ('paid off', ((x0 + x2b) / 2, (y1b + 0) / 2)),\n",
    "         ]\n",
    "for label, (x, y) in labels:\n",
    "    ax.text(x, y, label, bbox={'facecolor':'white'},\n",
    "            verticalalignment='center', horizontalalignment='center')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Measuring Homogeneity or Impurity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:32.447289Z",
     "iopub.status.busy": "2022-04-26T19:56:32.447101Z",
     "iopub.status.idle": "2022-04-26T19:56:32.453014Z",
     "shell.execute_reply": "2022-04-26T19:56:32.451592Z"
    }
   },
   "outputs": [],
   "source": [
    "def entropyFunction(x):\n",
    "    if x == 0: return 0\n",
    "    return -x * math.log(x, 2) - (1 - x) * math.log(1 - x, 2)\n",
    "\n",
    "def giniFunction(x):\n",
    "    return x * (1 - x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:32.456292Z",
     "iopub.status.busy": "2022-04-26T19:56:32.456068Z",
     "iopub.status.idle": "2022-04-26T19:56:32.587837Z",
     "shell.execute_reply": "2022-04-26T19:56:32.587055Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0, 0.5, 50)\n",
    "impure = pd.DataFrame({\n",
    "    'x': x,\n",
    "    'Accuracy': 2 * x,\n",
    "    'Gini': [giniFunction(xi) / giniFunction(.5) for xi in x],\n",
    "    'Entropy': [entropyFunction(xi) for xi in x],\n",
    "})\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(4, 4))\n",
    "\n",
    "impure.plot(x='x', y='Accuracy', ax=ax, linestyle='solid')\n",
    "impure.plot(x='x', y='Entropy', ax=ax, linestyle='--')\n",
    "impure.plot(x='x', y='Gini', ax=ax, linestyle=':')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bagging and the Random Forest\n",
    "## Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:32.591606Z",
     "iopub.status.busy": "2022-04-26T19:56:32.591310Z",
     "iopub.status.idle": "2022-04-26T19:56:34.247079Z",
     "shell.execute_reply": "2022-04-26T19:56:34.246351Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.18131868 0.81868132]\n",
      " [0.26704545 0.73295455]\n",
      " [0.93333333 0.06666667]\n",
      " ...\n",
      " [1.         0.        ]\n",
      " [0.73157895 0.26842105]\n",
      " [0.68085106 0.31914894]]\n"
     ]
    }
   ],
   "source": [
    "predictors = ['borrower_score', 'payment_inc_ratio']\n",
    "outcome = 'outcome'\n",
    "\n",
    "X = loan3000[predictors]\n",
    "y = loan3000[outcome]\n",
    "\n",
    "rf = RandomForestClassifier(n_estimators=500, random_state=1, \n",
    "                            oob_score=True)\n",
    "rf.fit(X, y)\n",
    "print(rf.oob_decision_function_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:56:34.250017Z",
     "iopub.status.busy": "2022-04-26T19:56:34.249842Z",
     "iopub.status.idle": "2022-04-26T19:57:29.209224Z",
     "shell.execute_reply": "2022-04-26T19:57:29.208262Z"
    }
   },
   "outputs": [],
   "source": [
    "n_estimator = list(range(20, 510, 5))\n",
    "oobScores = []\n",
    "for n in n_estimator:\n",
    "    rf = RandomForestClassifier(n_estimators=n, \n",
    "                                criterion='entropy', max_depth=5,\n",
    "                                random_state=1, oob_score=True)\n",
    "    rf.fit(X, y)\n",
    "    oobScores.append(rf.oob_score_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:57:29.212222Z",
     "iopub.status.busy": "2022-04-26T19:57:29.212042Z",
     "iopub.status.idle": "2022-04-26T19:57:29.329626Z",
     "shell.execute_reply": "2022-04-26T19:57:29.328684Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame({\n",
    "    'n': n_estimator, \n",
    "    'oobScore': oobScores\n",
    "}).plot(x='n', y='oobScore')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:57:29.332620Z",
     "iopub.status.busy": "2022-04-26T19:57:29.332410Z",
     "iopub.status.idle": "2022-04-26T19:57:29.596948Z",
     "shell.execute_reply": "2022-04-26T19:57:29.595797Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "predictions = X.copy()\n",
    "predictions['prediction'] = rf.predict(X)\n",
    "predictions.head()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(4, 4))\n",
    "\n",
    "predictions.loc[predictions.prediction=='paid off'].plot(\n",
    "    x='borrower_score', y='payment_inc_ratio', style='.',\n",
    "    markerfacecolor='none', markeredgecolor='C1', ax=ax)\n",
    "predictions.loc[predictions.prediction=='default'].plot(\n",
    "    x='borrower_score', y='payment_inc_ratio', style='o',\n",
    "    markerfacecolor='none', markeredgecolor='C0', ax=ax)\n",
    "ax.legend(['paid off', 'default']);\n",
    "ax.set_xlim(0, 1)\n",
    "ax.set_ylim(0, 25)\n",
    "ax.set_xlabel('borrower_score')\n",
    "ax.set_ylabel('payment_inc_ratio')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variable importance\n",
    "This is different to R. The accuracy decrease is not available out of the box."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:57:29.600740Z",
     "iopub.status.busy": "2022-04-26T19:57:29.600549Z",
     "iopub.status.idle": "2022-04-26T19:58:37.845637Z",
     "shell.execute_reply": "2022-04-26T19:58:37.844553Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestClassifier(criterion='entropy', n_estimators=500, random_state=1)\n"
     ]
    }
   ],
   "source": [
    "predictors = ['loan_amnt', 'term', 'annual_inc', 'dti', \n",
    "              'payment_inc_ratio', 'revol_bal', 'revol_util', \n",
    "              'purpose', 'delinq_2yrs_zero', 'pub_rec_zero', \n",
    "              'open_acc', 'grade', 'emp_length', 'purpose_', \n",
    "              'home_', 'emp_len_', 'borrower_score']\n",
    "outcome = 'outcome'\n",
    "\n",
    "X = pd.get_dummies(loan_data[predictors], drop_first=True, dtype=int)\n",
    "y = loan_data[outcome]\n",
    "\n",
    "rf_all = RandomForestClassifier(n_estimators=500, random_state=1)\n",
    "rf_all.fit(X, y)\n",
    "\n",
    "rf_all_entropy = RandomForestClassifier(n_estimators=500, random_state=1,\n",
    "                                        criterion='entropy')\n",
    "print(rf_all_entropy.fit(X, y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T19:58:37.848911Z",
     "iopub.status.busy": "2022-04-26T19:58:37.848698Z",
     "iopub.status.idle": "2022-04-26T20:02:15.882113Z",
     "shell.execute_reply": "2022-04-26T20:02:15.881262Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features sorted by their score:\n",
      "[(0.0744, 'borrower_score'), (0.0334, 'grade'), (0.0244, 'term_60 months'), (0.0108, 'annual_inc'), (0.0061, 'payment_inc_ratio'), (0.0026, 'purpose_small_business'), (0.0023, 'dti'), (0.0018, 'purpose__small_business'), (0.0011, 'revol_bal'), (0.0011, 'purpose_credit_card'), (0.0009, 'purpose_other'), (0.0006, 'purpose_home_improvement'), (0.0005, 'purpose__major_purchase'), (0.0005, 'purpose__home_improvement'), (0.0004, 'pub_rec_zero'), (0.0004, 'delinq_2yrs_zero'), (0.0003, 'purpose_moving'), (0.0003, 'emp_length'), (0.0002, 'purpose_medical'), (0.0001, 'purpose_wedding'), (0.0001, 'purpose__medical'), (0.0001, 'home__RENT'), (0.0001, 'home__OWN'), (0.0001, 'emp_len__ > 1 Year'), (0.0, 'purpose_vacation'), (-0.0, 'purpose_house'), (-0.0001, 'purpose__other'), (-0.0005, 'purpose_major_purchase'), (-0.0008, 'revol_util'), (-0.0013, 'open_acc'), (-0.0021, 'purpose_debt_consolidation'), (-0.0021, 'purpose__debt_consolidation'), (-0.004, 'loan_amnt')]\n"
     ]
    }
   ],
   "source": [
    "rf = RandomForestClassifier(n_estimators=500)\n",
    "scores = defaultdict(list)\n",
    " \n",
    "# crossvalidate the scores on a number of different random splits of the data\n",
    "for _ in range(3):\n",
    "    train_X, valid_X, train_y, valid_y = train_test_split(X, y, \n",
    "                                                          test_size=0.3)\n",
    "    rf.fit(train_X, train_y)\n",
    "    acc = metrics.accuracy_score(valid_y, rf.predict(valid_X))\n",
    "    for column in X.columns:\n",
    "        X_t = valid_X.copy()\n",
    "        X_t[column] = np.random.permutation(X_t[column].values)\n",
    "        shuff_acc = metrics.accuracy_score(valid_y, rf.predict(X_t))\n",
    "        scores[column].append((acc-shuff_acc)/acc)\n",
    "print('Features sorted by their score:')\n",
    "print(sorted([(round(np.mean(score), 4), feat) for\n",
    "              feat, score in scores.items()], reverse=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T20:02:15.884545Z",
     "iopub.status.busy": "2022-04-26T20:02:15.884339Z",
     "iopub.status.idle": "2022-04-26T20:02:16.666691Z",
     "shell.execute_reply": "2022-04-26T20:02:16.665805Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "importances = rf_all.feature_importances_\n",
    "\n",
    "df = pd.DataFrame({\n",
    "    'feature': X.columns, \n",
    "    'Accuracy decrease': [np.mean(scores[column]) for column in \n",
    "                         X.columns],\n",
    "    'Gini decrease': rf_all.feature_importances_, \n",
    "    'Entropy decrease': rf_all_entropy.feature_importances_,\n",
    "})\n",
    "df = df.sort_values('Accuracy decrease')\n",
    "\n",
    "fig, axes = plt.subplots(ncols=2, figsize=(8, 5))\n",
    "ax = df.plot(kind='barh', x='feature', y='Accuracy decrease', \n",
    "             legend=False, ax=axes[0])\n",
    "ax.set_ylabel('')\n",
    "\n",
    "ax = df.plot(kind='barh', x='feature', y='Gini decrease', \n",
    "             legend=False, ax=axes[1])\n",
    "ax.set_ylabel('')\n",
    "ax.get_yaxis().set_visible(False)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Boosting\n",
    "## XGBoost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T20:02:16.669282Z",
     "iopub.status.busy": "2022-04-26T20:02:16.669100Z",
     "iopub.status.idle": "2022-04-26T20:02:16.803197Z",
     "shell.execute_reply": "2022-04-26T20:02:16.802359Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
      "              colsample_bylevel=None, colsample_bynode=None,\n",
      "              colsample_bytree=None, early_stopping_rounds=None,\n",
      "              enable_categorical=False, eval_metric='error', feature_types=None,\n",
      "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
      "              interaction_constraints=None, learning_rate=None, max_bin=None,\n",
      "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
      "              max_delta_step=None, max_depth=None, max_leaves=None,\n",
      "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
      "              n_estimators=100, n_jobs=None, num_parallel_tree=None,\n",
      "              predictor=None, random_state=None, ...)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.10/site-packages/xgboost/sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n"
     ]
    }
   ],
   "source": [
    "predictors = ['borrower_score', 'payment_inc_ratio']\n",
    "outcome = 'outcome'\n",
    "\n",
    "X = loan3000[predictors]\n",
    "y = pd.Series([1 if o == 'default' else 0 for o in loan3000[outcome]])\n",
    "\n",
    "xgb = XGBClassifier(objective='binary:logistic', subsample=.63, \n",
    "                    use_label_encoder=False, eval_metric='error')\n",
    "print(xgb.fit(X, y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T20:02:16.807066Z",
     "iopub.status.busy": "2022-04-26T20:02:16.806071Z",
     "iopub.status.idle": "2022-04-26T20:02:16.819687Z",
     "shell.execute_reply": "2022-04-26T20:02:16.818788Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   borrower_score  payment_inc_ratio prediction  prob_default\n",
      "0            0.40            5.11135   paid off      0.828856\n",
      "1            0.40            5.43165    default      0.260156\n",
      "2            0.70            9.23003    default      0.320805\n",
      "3            0.40            2.33482   paid off      0.678005\n",
      "4            0.45           12.10320    default      0.140204\n"
     ]
    }
   ],
   "source": [
    "xgb_df = X.copy()\n",
    "xgb_df['prediction'] = ['default' if p == 1 else 'paid off' for p in xgb.predict(X)]\n",
    "xgb_df['prob_default'] = xgb.predict_proba(X)[:, 0]\n",
    "print(xgb_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T20:02:16.823282Z",
     "iopub.status.busy": "2022-04-26T20:02:16.822571Z",
     "iopub.status.idle": "2022-04-26T20:02:17.044058Z",
     "shell.execute_reply": "2022-04-26T20:02:17.043409Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "\n",
    "xgb_df.loc[xgb_df.prediction=='paid off'].plot(\n",
    "    x='borrower_score', y='payment_inc_ratio', style='.', \n",
    "    markerfacecolor='none', markeredgecolor='C1', ax=ax)\n",
    "xgb_df.loc[xgb_df.prediction=='default'].plot(\n",
    "    x='borrower_score', y='payment_inc_ratio', style='o', \n",
    "    markerfacecolor='none', markeredgecolor='C0', ax=ax)\n",
    "ax.legend(['paid off', 'default']);\n",
    "ax.set_xlim(0, 1)\n",
    "ax.set_ylim(0, 25)\n",
    "ax.set_xlabel('borrower_score')\n",
    "ax.set_ylabel('payment_inc_ratio')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regularization: Avoiding Overfitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T20:02:17.046558Z",
     "iopub.status.busy": "2022-04-26T20:02:17.046359Z",
     "iopub.status.idle": "2022-04-26T20:02:22.686064Z",
     "shell.execute_reply": "2022-04-26T20:02:22.685346Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.10/site-packages/xgboost/sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n",
      "/usr/local/lib/python3.10/site-packages/xgboost/sklearn.py:1395: UserWarning: `use_label_encoder` is deprecated in 1.7.0.\n",
      "  warnings.warn(\"`use_label_encoder` is deprecated in 1.7.0.\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "XGBClassifier(base_score=None, booster=None, callbacks=None,\n",
      "              colsample_bylevel=None, colsample_bynode=None,\n",
      "              colsample_bytree=None, early_stopping_rounds=None,\n",
      "              enable_categorical=False, eval_metric='error', feature_types=None,\n",
      "              gamma=None, gpu_id=None, grow_policy=None, importance_type=None,\n",
      "              interaction_constraints=None, learning_rate=0.1, max_bin=None,\n",
      "              max_cat_threshold=None, max_cat_to_onehot=None,\n",
      "              max_delta_step=None, max_depth=6, max_leaves=None,\n",
      "              min_child_weight=None, missing=nan, monotone_constraints=None,\n",
      "              n_estimators=250, n_jobs=None, num_parallel_tree=None,\n",
      "              predictor=None, random_state=None, ...)\n"
     ]
    }
   ],
   "source": [
    "predictors = ['loan_amnt', 'term', 'annual_inc', 'dti', \n",
    "              'payment_inc_ratio', 'revol_bal', 'revol_util', \n",
    "              'purpose', 'delinq_2yrs_zero', 'pub_rec_zero', \n",
    "              'open_acc', 'grade', 'emp_length', 'purpose_', \n",
    "              'home_', 'emp_len_', 'borrower_score']\n",
    "outcome = 'outcome'\n",
    "\n",
    "X = pd.get_dummies(loan_data[predictors], drop_first=True, dtype=int)\n",
    "y = pd.Series([1 if o == 'default' else 0 for o in loan_data[outcome]])\n",
    "\n",
    "train_X, valid_X, train_y, valid_y = train_test_split(X, y, test_size=10000)\n",
    "\n",
    "xgb_default = XGBClassifier(objective='binary:logistic', n_estimators=250, max_depth=6,\n",
    "                            reg_lambda=0, learning_rate=0.3, subsample=1,\n",
    "                            use_label_encoder=False, eval_metric='error')\n",
    "xgb_default.fit(train_X, train_y)\n",
    "\n",
    "xgb_penalty = XGBClassifier(objective='binary:logistic', n_estimators=250, max_depth=6,\n",
    "                            reg_lambda=1000, learning_rate=0.1, subsample=0.63,\n",
    "                            use_label_encoder=False, eval_metric='error')\n",
    "print(xgb_penalty.fit(train_X, train_y))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T20:02:22.689172Z",
     "iopub.status.busy": "2022-04-26T20:02:22.688704Z",
     "iopub.status.idle": "2022-04-26T20:02:22.739027Z",
     "shell.execute_reply": "2022-04-26T20:02:22.738175Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "default (train):  0.11997057325561655\n",
      "default:  0.3582\n",
      "penalty:  0.3357\n"
     ]
    }
   ],
   "source": [
    "pred_default = xgb_default.predict_proba(train_X)[:, 1]\n",
    "error_default = abs(train_y - pred_default) > 0.5\n",
    "print('default (train): ', np.mean(error_default))\n",
    "\n",
    "pred_default = xgb_default.predict_proba(valid_X)[:, 1]\n",
    "error_default = abs(valid_y - pred_default) > 0.5\n",
    "print('default: ', np.mean(error_default))\n",
    "\n",
    "pred_penalty = xgb_penalty.predict_proba(valid_X)[:, 1]\n",
    "error_penalty = abs(valid_y - pred_penalty) > 0.5\n",
    "print('penalty: ', np.mean(error_penalty))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T20:02:22.742423Z",
     "iopub.status.busy": "2022-04-26T20:02:22.741708Z",
     "iopub.status.idle": "2022-04-26T20:02:34.042292Z",
     "shell.execute_reply": "2022-04-26T20:02:34.041519Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   iterations  default train  penalty train  default test  penalty test\n",
      "0           1       0.344067       0.333880        0.3662        0.3535\n",
      "1           2       0.326892       0.335323        0.3462        0.3475\n",
      "2           3       0.320667       0.335295        0.3488        0.3533\n",
      "3           4       0.318092       0.335606        0.3451        0.3494\n",
      "4           5       0.315630       0.333654        0.3474        0.3445\n"
     ]
    }
   ],
   "source": [
    "results = []\n",
    "for ntree_limit in range(1, 250):\n",
    "    iteration_range = [1, ntree_limit + 1]\n",
    "    train_default = xgb_default.predict_proba(train_X, iteration_range=iteration_range)[:, 1]\n",
    "    train_penalty = xgb_penalty.predict_proba(train_X, iteration_range=iteration_range)[:, 1]\n",
    "    pred_default = xgb_default.predict_proba(valid_X, iteration_range=iteration_range)[:, 1]\n",
    "    pred_penalty = xgb_penalty.predict_proba(valid_X, iteration_range=iteration_range)[:, 1]\n",
    "    results.append({\n",
    "        'iterations': ntree_limit,\n",
    "        'default train': np.mean(abs(train_y - train_default) > 0.5),\n",
    "        'penalty train': np.mean(abs(train_y - train_penalty) > 0.5),\n",
    "        'default test': np.mean(abs(valid_y - pred_default) > 0.5),\n",
    "        'penalty test': np.mean(abs(valid_y - pred_penalty) > 0.5),\n",
    "    })\n",
    "\n",
    "results = pd.DataFrame(results)\n",
    "print(results.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T20:02:34.046494Z",
     "iopub.status.busy": "2022-04-26T20:02:34.045544Z",
     "iopub.status.idle": "2022-04-26T20:02:34.208732Z",
     "shell.execute_reply": "2022-04-26T20:02:34.207328Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = results.plot(x='iterations', y='default test')\n",
    "results.plot(x='iterations', y='penalty test', ax=ax)\n",
    "results.plot(x='iterations', y='default train', ax=ax)\n",
    "results.plot(x='iterations', y='penalty train', ax=ax)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hyperparameters and Cross-Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T20:02:34.213094Z",
     "iopub.status.busy": "2022-04-26T20:02:34.212847Z",
     "iopub.status.idle": "2022-04-26T20:05:13.539038Z",
     "shell.execute_reply": "2022-04-26T20:05:13.537636Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'eta': 0.1, 'max_depth': 3, 'avg_error': 0.32801068639312697}\n",
      "{'eta': 0.1, 'max_depth': 6, 'avg_error': 0.33242290367163274}\n",
      "{'eta': 0.1, 'max_depth': 9, 'avg_error': 0.34462863005014793}\n",
      "{'eta': 0.5, 'max_depth': 3, 'avg_error': 0.339731989122564}\n",
      "{'eta': 0.5, 'max_depth': 6, 'avg_error': 0.36675656004436646}\n",
      "{'eta': 0.5, 'max_depth': 9, 'avg_error': 0.370111658318298}\n",
      "{'eta': 0.9, 'max_depth': 3, 'avg_error': 0.35282712693672985}\n",
      "{'eta': 0.9, 'max_depth': 6, 'avg_error': 0.3882019398679969}\n",
      "{'eta': 0.9, 'max_depth': 9, 'avg_error': 0.38505744226068406}\n",
      "   eta  max_depth  avg_error\n",
      "0  0.1          3   0.328011\n",
      "1  0.1          6   0.332423\n",
      "2  0.1          9   0.344629\n",
      "3  0.5          3   0.339732\n",
      "4  0.5          6   0.366757\n",
      "5  0.5          9   0.370112\n",
      "6  0.9          3   0.352827\n",
      "7  0.9          6   0.388202\n",
      "8  0.9          9   0.385057\n"
     ]
    }
   ],
   "source": [
    "idx = np.random.choice(range(5), size=len(X), replace=True)\n",
    "error = []\n",
    "for eta, max_depth in product([0.1, 0.5, 0.9], [3, 6, 9]):\n",
    "    xgb = XGBClassifier(objective='binary:logistic', n_estimators=250, \n",
    "                        max_depth=max_depth, learning_rate=eta,\n",
    "                        eval_metric='error')\n",
    "    cv_error = []\n",
    "    for k in range(5):\n",
    "        fold_idx = idx == k\n",
    "        train_X = X.loc[~fold_idx]; train_y = y[~fold_idx]\n",
    "        valid_X = X.loc[fold_idx]; valid_y = y[fold_idx]\n",
    "\n",
    "        xgb.fit(train_X, train_y)\n",
    "        pred = xgb.predict_proba(valid_X)[:, 1]\n",
    "        cv_error.append(np.mean(abs(valid_y - pred) > 0.5))\n",
    "    error.append({\n",
    "        'eta': eta,\n",
    "        'max_depth': max_depth,\n",
    "        'avg_error': np.mean(cv_error)\n",
    "    })\n",
    "    print(error[-1])\n",
    "errors = pd.DataFrame(error)\n",
    "print(errors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-26T20:05:13.543301Z",
     "iopub.status.busy": "2022-04-26T20:05:13.542842Z",
     "iopub.status.idle": "2022-04-26T20:05:13.560091Z",
     "shell.execute_reply": "2022-04-26T20:05:13.559073Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "max_depth          3          6          9\n",
      "eta                                       \n",
      "0.1        32.751661  33.574868  34.408344\n",
      "0.5        33.945231  37.002992  37.283264\n",
      "0.9        35.426272  39.125222  38.544479\n"
     ]
    }
   ],
   "source": [
    "print(errors.pivot_table(index='eta', columns='max_depth', values='avg_error') * 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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